{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Numpy Reader\n",
    "\n",
    "## Overview\n",
    "\n",
    "This example shows how to read Numpy array files (*.npy), with DALI's ``readers.numpy`` reader. This notebook also shows how to use DALI to load numpy files directly to GPU memory, thanks to NVIDIA GPUDirect Storage, and how to use the region-of-interest (ROI) API to load regions of the array.\n",
    "\n",
    "The reader extracts the shape and the data type information directly from the files. Please note that only Numpy v1 (and not v2) files are currently supported. Numpy v1 are the most commonly used. See the [numpy file format specification](https://numpy.org/neps/nep-0001-npy-format.html) for more details.\n",
    "\n",
    "The operator returns arrays with shapes taken from the files. DALI tensors are always stored in C (row-major) order. If the files contain the data in FORTRAN (column-major) order, the operator will automatically transpose the data to C order. This transposition adds significant time to the loading process. Therefore, we recommend storing files in C order when possible."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test data\n",
    "\n",
    "In this example we are going to work with 3D MRI data, available in the [DALI_extra](https://github.com/NVIDIA/DALI_extra) repository. The environment variable ``DALI_EXTRA_PATH`` should point to the location of DALI_extra. Ensure that you check out the correct release tag that corresponds to the installed version of DALI. \n",
    "\n",
    "We will be working with 3D MRI scans in two formats:\n",
    "\n",
    "1. 2D slices, with one file per slice:\n",
    "\n",
    "```\n",
    "npy_2d_slices\n",
    "└── STU00001\n",
    "    ├── SER00001\n",
    "    │   ├── 0.npy\n",
    "    │   ├── 1.npy\n",
    "    │   ├── 2.npy\n",
    "    │   ├── 3.npy\n",
    "    │   └── 4.npy\n",
    "```\n",
    "\n",
    "2. 3D arrays with the whole volume\n",
    "\n",
    "```\n",
    "npy_3d\n",
    "└── STU00001\n",
    "    ├── SER00001.npy\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "batch_size = 4  # to be used in pipelines\n",
    "dali_extra_dir = os.environ[\"DALI_EXTRA_PATH\"]\n",
    "data_dir_2d = os.path.join(\n",
    "    dali_extra_dir, \"db\", \"3D\", \"MRI\", \"Knee\", \"npy_2d_slices\", \"STU00001\"\n",
    ")\n",
    "data_dir_3d = os.path.join(\n",
    "    dali_extra_dir, \"db\", \"3D\", \"MRI\", \"Knee\", \"npy_3d\", \"STU00001\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us introduce a utility function to plot batches of samples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# misc python stuff\n",
    "import numpy as np\n",
    "from glob import glob\n",
    "import shutil\n",
    "import tempfile\n",
    "\n",
    "# visualization\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "def plot_batch(np_arrays, nsamples=None):\n",
    "    if nsamples is None:\n",
    "        nsamples = len(np_arrays)\n",
    "    fig, axvec = plt.subplots(\n",
    "        nrows=1, ncols=nsamples, figsize=(10, 10 * nsamples)\n",
    "    )\n",
    "    for i in range(nsamples):\n",
    "        ax = axvec[i]\n",
    "        ax.tick_params(\n",
    "            left=False, bottom=False, labelleft=False, labelbottom=False\n",
    "        )\n",
    "        ax.imshow(Image.fromarray(np_arrays[i]))\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can check that the data is equivalent in both representations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x2880 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ser00001_2d = [\n",
    "    np.load(os.path.join(data_dir_2d, \"SER00001\", f\"{i}.npy\")) for i in range(4)\n",
    "]\n",
    "plot_batch(ser00001_2d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x2880 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ser00001_3d = np.load(os.path.join(data_dir_3d, \"SER00001.npy\"))\n",
    "plot_batch([ser00001_3d[0], ser00001_3d[1], ser00001_3d[2], ser00001_3d[3]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Usage\n",
    "\n",
    "The ``readers.numpy`` reader can be configured in different ways. Let us see some examples."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Glob filter\n",
    "\n",
    "Read all files under a specified directory specified by the argument ``file_root``, that match a particular glob string, specified by the ``file_filter`` argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x2880 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from nvidia.dali import pipeline_def, fn\n",
    "\n",
    "data_dir = os.path.join(data_dir_2d, \"SER00001\")\n",
    "\n",
    "\n",
    "@pipeline_def(batch_size=batch_size, num_threads=3, device_id=0)\n",
    "def pipe1():\n",
    "    data = fn.readers.numpy(\n",
    "        device=\"cpu\", file_root=data_dir, file_filter=\"*.npy\"\n",
    "    )\n",
    "    return data\n",
    "\n",
    "\n",
    "def run(p):\n",
    "    p.build()  # build the pipeline\n",
    "    outputs = p.run()  # Run once\n",
    "    # Getting the batch as a list of numpy arrays, for displaying\n",
    "    batch = [np.array(outputs[0][s]) for s in range(batch_size)]\n",
    "    return batch\n",
    "\n",
    "\n",
    "data1 = run(pipe1())\n",
    "plot_batch(data1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Text file with a list of file paths\n",
    "\n",
    "Read all files specified by a text file where each line contains a path to a file, relative to the ``file_root`` directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File list contents:\n",
      "0.npy\n",
      "1.npy\n",
      "2.npy\n",
      "3.npy\n",
      "4.npy\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Used to verify that two batches are identical\n",
    "def assert_all_equal(batch1, batch2):\n",
    "    assert len(batch1) == len(batch2)\n",
    "    batch_size = len(batch1)\n",
    "    for i in range(batch_size):\n",
    "        np.testing.assert_array_equal(batch1[i], batch2[i])\n",
    "\n",
    "\n",
    "# Listing all *.npy files in data_dir\n",
    "files = sorted([f for f in os.listdir(data_dir) if \".npy\" in f])\n",
    "\n",
    "\n",
    "# Defining a pipeline taking the file list file path as an argument\n",
    "@pipeline_def(batch_size=batch_size, num_threads=3, device_id=0)\n",
    "def pipe2(file_list_path):\n",
    "    data = fn.readers.numpy(\n",
    "        device=\"cpu\", file_root=data_dir, file_list=filelist_path\n",
    "    )\n",
    "    return data\n",
    "\n",
    "\n",
    "# Creating a temporary directory to contain the \"file list\" file.\n",
    "with tempfile.TemporaryDirectory() as tmp_dir:\n",
    "    # Creating a file_list text file, which contains the names of the data files\n",
    "    # to be loaded\n",
    "    filelist_path = os.path.join(tmp_dir, \"test_file_list.txt\")\n",
    "    with open(filelist_path, \"w\") as f:\n",
    "        f.writelines(\"\\n\".join(files))\n",
    "\n",
    "    # Displaying the contents of the file we just created\n",
    "    print(\"File list contents:\")\n",
    "    with open(filelist_path, \"r\") as f:\n",
    "        print(f.read())\n",
    "    print(\"\\n\")\n",
    "\n",
    "    data2 = run(pipe2(file_list_path=filelist_path))\n",
    "    assert_all_equal(data1, data2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### List of file paths\n",
    "\n",
    "Read all files specified by a list of strings containing file paths, relative to the ``file_root`` directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Defining a pipeline taking a list of files directly as a keyword argument\n",
    "@pipeline_def(batch_size=batch_size, num_threads=3, device_id=0)\n",
    "def pipe3():\n",
    "    data = fn.readers.numpy(device=\"cpu\", file_root=data_dir, files=files)\n",
    "    return data\n",
    "\n",
    "\n",
    "data3 = run(pipe3())\n",
    "assert_all_equal(data1, data3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Higher dimensionality\n",
    "\n",
    "Numpy reader can also be used to load data of higher dimensionality (up to 6 dimensions). Let's demonstrate with our 3D MRI arrays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample 0 shape: (5, 512, 512)\n",
      "Sample 1 shape: (9, 512, 512)\n",
      "Sample 2 shape: (2, 512, 512)\n",
      "Sample 3 shape: (38, 320, 320)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x2880 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@pipeline_def(batch_size=batch_size, num_threads=3, device_id=0)\n",
    "def pipe_3d():\n",
    "    data = fn.readers.numpy(\n",
    "        device=\"cpu\", file_root=data_dir_3d, file_filter=\"*.npy\"\n",
    "    )\n",
    "    return data\n",
    "\n",
    "\n",
    "data_3d = run(pipe_3d())\n",
    "for s in range(len(data_3d)):\n",
    "    print(f\"Sample {s} shape: {data_3d[s].shape}\")\n",
    "\n",
    "# Displaying first 4 slices of the first sample in the batch\n",
    "plot_batch(\n",
    "    [\n",
    "        data_3d[0][0, :, :],\n",
    "        data_3d[0][1, :, :],\n",
    "        data_3d[0][2, :, :],\n",
    "        data_3d[0][3, :, :],\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Region-of-interest (ROI) API\n",
    "\n",
    "In the example shown above, we see that the relevant data is concentrated in the upper left quadrant of the image and the rest does not contain useful information. This is not true for all the images in the dataset, but it will serve us as a good example to demonstrate ROI reading.\n",
    "\n",
    "Numpy reader allows the user to specify a region of interest, equivalent to the arguments specified to ``slice`` operation. The benefit is that the reader will only read the relevant part of the file, saving I/O bandwidth and memory utilization. Note that setting the ``dont_use_mmap`` argument to False will negate that performance benefit, with the entire file being read first and then sliced.\n",
    "\n",
    "The ROI can be specified in absolute or relative terms, and can be specified on a subset of the array's axes. For dimensions not specified in the ROI, the whole extent of the array shall be used. For full documentation on ROI decoding, refer to [readers.numpy documentation](../../../operations/nvidia.dali.fn.readers.numpy.html) (see arguments ``roi_start``, ``rel_roi_start``, ``roi_end``, ``rel_roi_end``, ``roi_shape``, ``rel_roi_shape``, ``axes``).\n",
    "\n",
    "Let us see a few practical examples:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ROI start and end, in absolute coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x2880 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# One file is enough for this example\n",
    "files = [\"0.npy\"]\n",
    "\n",
    "\n",
    "@pipeline_def(batch_size=batch_size, num_threads=3, device_id=0)\n",
    "def pipe_roi1():\n",
    "    data = fn.readers.numpy(\n",
    "        device=\"cpu\",\n",
    "        file_root=data_dir,\n",
    "        files=files,\n",
    "        roi_start=[30, 30],\n",
    "        roi_end=[230, 230],\n",
    "    )\n",
    "    return data\n",
    "\n",
    "\n",
    "data_roi1 = run(pipe_roi1())\n",
    "plot_batch(data_roi1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ROI start and end, in relative coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x2880 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@pipeline_def(batch_size=batch_size, num_threads=3, device_id=0)\n",
    "def pipe_roi2():\n",
    "    data = fn.readers.numpy(\n",
    "        device=\"cpu\",\n",
    "        file_root=data_dir,\n",
    "        files=files,\n",
    "        rel_roi_start=[0.1, 0.01],\n",
    "        rel_roi_end=[0.4, 0.5],\n",
    "    )\n",
    "    return data\n",
    "\n",
    "\n",
    "data_roi2 = run(pipe_roi2())\n",
    "plot_batch(data_roi2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Specifying a subset of the array's axes\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x2880 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x2880 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@pipeline_def(batch_size=batch_size, num_threads=3, device_id=0)\n",
    "def pipe_roi3(rel_roi_start, rel_roi_end, roi_axes):\n",
    "    data = fn.readers.numpy(\n",
    "        device=\"cpu\",\n",
    "        file_root=data_dir,\n",
    "        files=files,\n",
    "        rel_roi_start=rel_roi_start,\n",
    "        rel_roi_end=rel_roi_end,\n",
    "        roi_axes=roi_axes,\n",
    "    )\n",
    "    return data\n",
    "\n",
    "\n",
    "p1 = pipe_roi3(rel_roi_start=[0.1], rel_roi_end=[0.4], roi_axes=(0,))\n",
    "data_roi3_1 = run(p1)\n",
    "plot_batch(data_roi3_1)\n",
    "\n",
    "p2 = pipe_roi3(rel_roi_start=[0.1], rel_roi_end=[0.4], roi_axes=(1,))\n",
    "data_roi3_2 = run(p2)\n",
    "plot_batch(data_roi3_2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Out of bounds access\n",
    "\n",
    "Additionally, the user can choose what happens when a ROI falls outside of the bounds of the array. By default, out-of-bounds access results in an error, but it can be controlled by the ``out_of_bounds_policy`` argument.\n",
    "\n",
    "Let us see an example of a pipeline configured to pad with zeros when the ROI falls out of bounds:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x2880 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@pipeline_def(batch_size=batch_size, num_threads=3, device_id=0)\n",
    "def pipe_roi_oob():\n",
    "    data = fn.readers.numpy(\n",
    "        device=\"cpu\",\n",
    "        file_root=data_dir,\n",
    "        files=files,\n",
    "        roi_start=(-150, -150),\n",
    "        roi_end=(400, 400),\n",
    "        out_of_bounds_policy=\"pad\",\n",
    "        fill_value=0,\n",
    "        shard_id=0,\n",
    "        num_shards=1,\n",
    "    )\n",
    "    return data\n",
    "\n",
    "\n",
    "data_oob = run(pipe_roi_oob())\n",
    "plot_batch(data_oob)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GPUDirect Storage Support"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DALI Numpy Reader supports [GPUDirect Storage (GDS)](https://developer.nvidia.com/gpudirect-storage) via libcufile. GDS enables a direct data path between storage and GPU memory and avoids extra copies through a bounce buffer in the CPU’s memory.\n",
    "\n",
    "In order to enable GDS support in DALI, make sure GDS is installed. On Systems with CUDA 11.4 or newer, GDS is already installed as part of the CUDA 11.4 SDK. For older CUDA releases, please install GDS separately (follow the link above for instructions).\n",
    "\n",
    "Once GDS is installed, it can be used by simply switching the device of the reader to ``\"gpu\"``. Note that if GDS is not available, you will likely see a CUDA Driver API error when trying to execute the pipeline."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4, 512, 512)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x2880 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@pipeline_def(batch_size=batch_size, num_threads=3, device_id=0)\n",
    "def pipe_gds():\n",
    "    data = fn.readers.numpy(device=\"gpu\", file_root=data_dir, files=files)\n",
    "    return data\n",
    "\n",
    "\n",
    "p = pipe_gds()\n",
    "p.build()\n",
    "pipe_out = p.run()\n",
    "\n",
    "# as_cpu() to copy the data back to CPU memory\n",
    "data_gds = pipe_out[0].as_cpu().as_array()\n",
    "print(data_gds.shape)\n",
    "plot_batch(data_gds)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
